{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3f7e86af",
   "metadata": {},
   "source": [
    "# 数据处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f5690931",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 参考：https://www.kaggle.com/roshansharma/mall-customers-clustering-analysis\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "from pandas import plotting\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "import plotly.graph_objs as go\n",
    "from plotly import tools\n",
    "import plotly.figure_factory as ff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "169e99c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('./Mall_Customers.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "13d768f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Annual Income (k$)</th>\n",
       "      <th>Spending Score (1-100)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Male</td>\n",
       "      <td>19</td>\n",
       "      <td>15</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Male</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Female</td>\n",
       "      <td>20</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Female</td>\n",
       "      <td>23</td>\n",
       "      <td>16</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Female</td>\n",
       "      <td>31</td>\n",
       "      <td>17</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  Gender  Age  Annual Income (k$)  Spending Score (1-100)\n",
       "0           1    Male   19                  15                      39\n",
       "1           2    Male   21                  15                      81\n",
       "2           3  Female   20                  16                       6\n",
       "3           4  Female   23                  16                      77\n",
       "4           5  Female   31                  17                      40"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1ec56cfd",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "CustomerID                False\n",
       "Gender                    False\n",
       "Age                       False\n",
       "Annual Income (k$)        False\n",
       "Spending Score (1-100)    False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 检查是否有缺失值\n",
    "\n",
    "df.isnull().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "945865e2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Female    112\n",
       "Male       88\n",
       "Name: Gender, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Gender'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c636c56a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "137"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Annual Income (k$)'].max()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "691730e2",
   "metadata": {},
   "source": [
    "# 数据可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8957fe97",
   "metadata": {},
   "source": [
    "## 性别分布分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fd3622b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fd656941",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f90f36a1af0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 对年龄分布进行探索, 发现数据性别还是比较均衡的\n",
    "sns.set(style = 'whitegrid')\n",
    "sns.countplot(data=df, x='Gender')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7a6f157f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['Female', 'Male']\n",
    "size = df['Gender'].value_counts()\n",
    "colors = ['lightgreen', 'orange']\n",
    "explode = [0, 0.1]\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (9, 9)\n",
    "plt.pie(size, colors = colors, explode = explode, labels = labels, shadow = True, autopct = '%.2f%%')\n",
    "plt.title('Gender', fontsize = 20)\n",
    "plt.axis('off')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a76f5c8",
   "metadata": {},
   "source": [
    "## 年龄分布分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b5f1dc60",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.set(style = 'whitegrid')\n",
    "sns.distplot(df['Annual Income (k$)'])\n",
    "plt.title('Distribution of Annual Income', fontsize = 20)\n",
    "plt.xlabel('Range of Annual Income')\n",
    "plt.ylabel('Count')\n",
    "\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.set(style = 'whitegrid')\n",
    "sns.distplot(df['Age'], color = 'red')\n",
    "plt.title('Distribution of Age', fontsize = 20)\n",
    "plt.xlabel('Range of Age')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ae4e6d0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对于用户的收入情况来说，从上图中可以发现, 很少消费者的年收入可以高于100k美元，大部分人的收入只是在50-75K美元之间\n",
    "# 同样，我们还可以发现，消费群体中，最低年收入大概是20k美元"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8c0438a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对于年龄分布来说，通常在商场购物的消费者年龄分布在30-35之间\n",
    "# 老年人很少来商场进行购物\n",
    "# 同样，青少年来商场购物的频率还是低于中年群体的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "0613584b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = (15, 8)\n",
    "sns.countplot(df['Age'], palette = 'hsv')\n",
    "plt.title('Distribution of Age', fontsize = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "837e7dc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 这个图表更加细化了年龄，统计了商场中每个年龄的人数情况\n",
    "# 将年龄细化后，我们不能得出中年群体访问商场的频率会更高\n",
    "# 我们只能发现，相对于中年群体，老年群体的购物频率，要低于中年群体\n",
    "# 年龄在55，56，69,的群体，几乎没有购物\n",
    "# 而年龄在32岁左右的人，到访商场的频率最高"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "7b70a21d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 收入分布\n",
    "plt.rcParams['figure.figsize'] = (20, 8)\n",
    "sns.countplot(df['Annual Income (k$)'], palette = 'rainbow')\n",
    "plt.title('Distribution of Annual Income', fontsize = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "a502c05e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 同样，我们细化了年收入分布，这个图能更好地表示消费用户的收入水平\n",
    "# 我们可以发现，不论用户的年收入是高还是低，访问商场的频率都差不多，只有某些收入到访频率会高一些\n",
    "# 但是我们能发现年收入在54-78之间的访问频率，要比其他收入区间的频率要高"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "03fdeeeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 消费指数分布图\n",
    "plt.rcParams['figure.figsize'] = (20, 8)\n",
    "sns.countplot(df['Spending Score (1-100)'], palette = 'copper')\n",
    "plt.title('Distribution of Spending Score', fontsize = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "c7502d3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 这个指数是最重要的一个特征了\n",
    "# 这个消费分数分布，隐约有点正太分布的趋势\n",
    "# 从图中我们可以看出，大部分消费用户的消费指数在35-60分左右\n",
    "# 图像呈现出中间高，两边低的趋势\n",
    "# 这说明商场的商品种类丰富，能够很好的迎合不同消费能力的用户"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "876dc632",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)\n",
    "plt.title('Pairplot for the Data', fontsize = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "062f9200",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制相关系数图\n",
    "plt.rcParams['figure.figsize'] = (15, 8)\n",
    "sns.heatmap(df.corr(), cmap = 'Wistia', annot = True)\n",
    "plt.title('Heatmap for the Data', fontsize = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "fcf8ce4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 什么是相关系数？\n",
    "# 数据集中有很多特征，如果只比较两个特征，即一个特征如果变化，另一个特征也跟着变化\n",
    "# 如果两个特征的变化趋势是一样的，那么相关系数的绝对值就会趋向于1，如果是正1那么呈现出正相关，反之则是负相关\n",
    "# 如果相关系数趋于0，那么说明两个系数的相关程度不大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "589946f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 图中，如果颜色越深，则说明相关系数越高。\n",
    "# 从图中可以发现，并没有哪些特征的相关性比较好，所以还需要进一步分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "5ac26634",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = (18, 7)\n",
    "sns.boxenplot(df['Gender'], df['Spending Score (1-100)'], palette = 'Blues')\n",
    "plt.title('Gender vs Spending Score', fontsize = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "d0b59142",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 接下来根据不同的性别，分析性别群体的消费指标\n",
    "# 从图中可以看出，男性群体消费指标主要在25k-70k美元左右\n",
    "# 然而女性群体消费指标主要在35-75k美元左右\n",
    "# 由此可以发现，女性在更喜欢在商场中购物"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "2fddd1c2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = (18, 7)\n",
    "sns.violinplot(df['Gender'],df['Annual Income (k$)'], palette = 'rainbow')\n",
    "plt.title('Gender vs Spending Score', fontsize = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "209a42e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 目前还没看懂这个图是什么意思"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "a786af52",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = df['Annual Income (k$)']\n",
    "y = df['Age']\n",
    "z = df['Spending Score (1-100)']\n",
    "\n",
    "sns.lineplot(x, y, color = 'blue')\n",
    "sns.lineplot(x, z, color = 'pink')\n",
    "plt.title('Annual Income vs Age and Spending Score', fontsize = 20)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "c9591e54",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 图中蓝色的线是年收入和年龄的折线图\n",
    "# 图中粉色折线是年收入和消费指数的折线图\n",
    "# 通过折线图我们可以看出两者的差异"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ae9730f",
   "metadata": {},
   "source": [
    "# 算法分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6bfdbd51",
   "metadata": {},
   "source": [
    "## 聚类分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "07314368",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = df.iloc[:, [3, 4]].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "4919e4ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1296x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "wcss = []\n",
    "for i in range(1, 11):\n",
    "    km = KMeans(n_clusters = i, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n",
    "    km.fit(x)\n",
    "    wcss.append(km.inertia_)\n",
    "    \n",
    "plt.plot(range(1, 11), wcss)\n",
    "plt.title('The Elbow Method', fontsize = 20)\n",
    "plt.xlabel('No. of Clusters')\n",
    "plt.ylabel('wcss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "4b85f503",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 聚类结果可视化\n",
    "km = KMeans(n_clusters = 5, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n",
    "y_means = km.fit_predict(x)\n",
    "\n",
    "plt.scatter(x[y_means == 0, 0], x[y_means == 0, 1], s = 100, c = 'pink', label = 'miser')\n",
    "plt.scatter(x[y_means == 1, 0], x[y_means == 1, 1], s = 100, c = 'yellow', label = 'general')\n",
    "plt.scatter(x[y_means == 2, 0], x[y_means == 2, 1], s = 100, c = 'cyan', label = 'target')\n",
    "plt.scatter(x[y_means == 3, 0], x[y_means == 3, 1], s = 100, c = 'magenta', label = 'spendthrift')\n",
    "plt.scatter(x[y_means == 4, 0], x[y_means == 4, 1], s = 100, c = 'orange', label = 'careful')\n",
    "plt.scatter(km.cluster_centers_[:,0], km.cluster_centers_[:, 1], s = 50, c = 'blue' , label = 'centeroid')\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.title('K Means Clustering', fontsize = 20)\n",
    "plt.xlabel('Annual Income')\n",
    "plt.ylabel('Spending Score')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "d1f9d257",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 从聚类结果可以清楚地了解商场中不同用户群的情况\n",
    "# 从图中可以发现，根据消费群体的年收入和消费指数可以将用户分成5个部分, 这两个参数是将用户区分开来的最好参数\n",
    "# 为什么是这两个参数呢？因为我们从之前的想关系数看出来的"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cac4137",
   "metadata": {},
   "source": [
    "## 根据年龄进行分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "12d20daa",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = df.iloc[:, [2, 4]].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "93e99576",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "wcss = []\n",
    "for i in range(1, 11):\n",
    "    kmeans = KMeans(n_clusters = i, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n",
    "    kmeans.fit(x)\n",
    "    wcss.append(kmeans.inertia_)\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (15, 5)\n",
    "plt.plot(range(1, 11), wcss)\n",
    "plt.title('K-Means Clustering(The Elbow Method)', fontsize = 20)\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Count')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "5bc4bebd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmeans = KMeans(n_clusters = 4, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n",
    "ymeans = kmeans.fit_predict(x)\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (10, 10)\n",
    "plt.title('Cluster of Ages', fontsize = 30)\n",
    "\n",
    "plt.scatter(x[ymeans == 0, 0], x[ymeans == 0, 1], s = 100, c = 'pink', label = 'Usual Customers' )\n",
    "plt.scatter(x[ymeans == 1, 0], x[ymeans == 1, 1], s = 100, c = 'orange', label = 'Priority Customers')\n",
    "plt.scatter(x[ymeans == 2, 0], x[ymeans == 2, 1], s = 100, c = 'lightgreen', label = 'Target Customers(Young)')\n",
    "plt.scatter(x[ymeans == 3, 0], x[ymeans == 3, 1], s = 100, c = 'red', label = 'Target Customers(Old)')\n",
    "plt.scatter(kmeans.cluster_centers_[:, 0], kmeans.cluster_centers_[:, 1], s = 50, c = 'black')\n",
    "\n",
    "plt.style.use('fivethirtyeight')\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('Spending Score (1-100)')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "8130708e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 同样根据之前的相关系数，我们可以根据年龄和消费指数将用户进行划分\n",
    "# 通过测试，可以发现分成4个类别是效果比较好的\n",
    "# 我们可以根据此结论指定不同的营销策略和政策，以优化用户在商城的消费得分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e0869c26",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
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